Conference Agenda

Overview and details of the sessions of this conference. Please select a date or location to show only sessions at that day or location. Please select a single session for detailed view (with abstracts and downloads if available).

Session Overview
S15.01: Machine Learning and Inverse Problems
Tuesday, 16/Mar/2021:
8:30am - 10:30am

Session Chair: Andera Barth
Location: Z015

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8:30am - 8:50am

A neural network-based ensemble filter for non-linear data assimilation

T.-V. Hoang1, H. G. Matthies2, S. Krumscheid1, T. Raul1

1Chair of Mathematics for Uncertainty Quantification, Department of Mathematics, RWTH-Aachen University; 2Institute for Scientific Computing, Technische Universität Braunschweig

8:50am - 9:10am

Constitutive artificial neural networks: a general anisotropic constitutive modeling framework utilizing machine learning

M. Hillgärtner1, K. Linka2, K. P. Abdolazizi1,2, R. C. Aydin3, M. Itskov1, C. J. Cyron2,3

1RWTH Aachen University, Germany; 2Hamburg University of Technology; 3Helmholtz-Zentrum Geesthacht

9:10am - 9:30am

Physics informed neural networks for homogenization of complex microstructures

A. Henkes1, H. Wessels2, R. Mahnken1

1Chair of Engineering Mechanics, University of Paderborn; 2Institute of Continuum Mechanics, Leibniz University Hannover

9:30am - 9:50am

Chance-constrained optimal control of a gas-to-power system

K. Lux1, S. Göttlich2, O. Kolb2

1Technical University of Munich, Germany; 2University of Mannheim, Germany

9:50am - 10:10am

Influence of geometrical variation on mechanical properties of fibrous paper materials: a multivariate regression analysis

B. Lin, Y. Bai, P. Stein, B.-X. Xu

TU Darmstadt, Germany

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